Causal inference in Developmental Origins of Health and Disease (DOHaD) research

Suzanne H. Gage, Marcus R. Munafò, George Davey Smith

Research output: Contribution to journalArticlepeer-review

148 Citations (SciVal)

Abstract

Studies of the developmental origins of health and disease (DOHaD) often rely on prospective observational data, from which associations between developmental exposures and outcomes in later life can be identified. Typically, conventional statistical methods are used in an attempt to mitigate problems inherent in observational data, such as confounding and reverse causality, but these have serious limitations. In this review, we discuss a variety of methods that are increasingly being used in observational epidemiological studies to help strengthen causal inference. These methods include negative controls, cross-contextual designs, instrumental variables (including Mendelian randomization), family-based studies, and natural experiments. Applications within the DOHaD framework, and in relation to behavioral, psychiatric, and psychological domains, are considered, and the considerable potential for expanding the use of these methods is outlined.

Original languageEnglish
Pages (from-to)567-585
Number of pages19
JournalAnnual Review of Psychology
Volume67
Early online date6 Oct 2015
DOIs
Publication statusPublished - 4 Jan 2016

Bibliographical note

Publisher Copyright:
Copyright © 2016 by Annual Reviews. All rights reserved.

Acknowledgements

We thank Neil Davies for helpful comments on an earlier draft of this review, and Rebecca Richmond and Gemma Sharp for initial comments. All authors work within the MRC Integrative Epidemiology Unit, supported by the Medical Research Council (MC_UU_12013/1, MC_UU_12013/6) and the University of Bristol. S.H.G. and M.R.M. are members of the UK Center for Tobacco and Alcohol Studies, a UKCRC Public Health Research: Center of Excellence. We gratefully acknowledge funding from the British Heart Foundation, Cancer Research UK, the Economic and Social Research Council, the Medical Research Council, and the National Institute for Health Research, under the auspices of the UK Clinical Research Collaboration.

Keywords

  • Causal inference
  • Cross-contextual comparison
  • DOHaD
  • Instrumental variable
  • Negative control
  • Twin study

ASJC Scopus subject areas

  • General Psychology

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